{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import requests\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.manifold import TSNE\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "sns.set_style('whitegrid')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load patent and classification information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def readTSV(fn):\n",
    "    return (pd.DataFrame(pd.read_csv(fn, sep='\\t')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "asg_df = readTSV('company_patent_info.tsv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pid          int64\n",
       "abstract    object\n",
       "date        object\n",
       "name        object\n",
       "dtype: object"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "asg_df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#different classification information\n",
    "patent_wipo_df = readTSV('patent_wipo_label.tsv')\n",
    "patent_nber_df = readTSV('patent_nber_label.tsv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pid       int64\n",
       "title    object\n",
       "dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "patent_nber_df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#get classes for each company\n",
    "total_df = asg_df.copy()\n",
    "total_df = total_df.drop(columns=['abstract', 'date'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "wipo_compl_df = total_df.merge(patent_wipo_df, on='pid', how='inner')\n",
    "nber_compl_df = total_df.merge(patent_nber_df, on='pid', how='inner')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "wipo_compl_df = wipo_compl_df.drop_duplicates()\n",
    "nber_compl_df = nber_compl_df.drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pid       int64\n",
       "name     object\n",
       "title    object\n",
       "dtype: object"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nber_compl_df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "asg_wipo_cnt_df = wipo_compl_df.groupby(['name', 'field_title']).count().reset_index()\n",
    "asg_wipo_cnt_df = asg_wipo_cnt_df.drop(['sector_title'], axis =1)\n",
    "asg_nber_cnt_df = nber_compl_df.groupby(['name', 'title']).count().reset_index()\n",
    "asg_wipo_cnt_df.columns = ['name', 'cg', 'cnt']\n",
    "asg_nber_cnt_df.columns = ['name', 'cg', 'cnt']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "ax = sns.barplot(x='cnt', y ='cg', data=asg_wipo_cnt_df, capsize=0.1)\n",
    "ax.set_title('WIPO technology fields')\n",
    "ax.set(xlabel='patent count', ylabel='fields')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "ax = sns.barplot(x='cnt', y ='cg', data=asg_nber_cnt_df, capsize=0.1)\n",
    "ax.set_title('NBER classification')\n",
    "ax.set(xlabel='patent count', ylabel='categories')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def convertMatrix(df):\n",
    "    cnt_matrix = df.pivot('name', 'cg', 'cnt')\n",
    "    company_list = list(cnt_matrix.index)\n",
    "    company_index = dict(zip(company_list,range(len(company_list))))\n",
    "    cnt_matrix = np.nan_to_num(cnt_matrix)\n",
    "    return cnt_matrix, company_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use WIPO technology fields"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cnt_matrix, company_list = convertMatrix(asg_wipo_cnt_df)\n",
    "tsne = TSNE(n_components=2, random_state=0, n_iter=10000, perplexity=3)\n",
    "np.set_printoptions(suppress=True)\n",
    "result = tsne.fit_transform(cnt_matrix)\n",
    "labels = company_list\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.scatter(result[:, 0], result[:, 1], c='orange', edgecolors='r')\n",
    "for label, x, y in zip(labels, result[:, 0], result[:, 1]):\n",
    "    plt.annotate(label, xy=(x+1, y+1), xytext=(0, 0), textcoords='offset points')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use Nber classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cnt_matrix, company_list = convertMatrix(asg_nber_cnt_df)\n",
    "tsne = TSNE(n_components=2, random_state=0, n_iter=10000, perplexity=3)\n",
    "np.set_printoptions(suppress=True)\n",
    "result = tsne.fit_transform(cnt_matrix)\n",
    "labels = company_list\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.scatter(result[:, 0], result[:, 1], c='orange', edgecolors='r')\n",
    "for label, x, y in zip(labels, result[:, 0], result[:, 1]):\n",
    "    plt.annotate(label, xy=(x+1, y+1), xytext=(0, 0), textcoords='offset points')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "NBER classification condensed USPTO patent classification.\n",
    "WIPO classification developed based on International patent classification, which is more technology-driven."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:py3-tf2]",
   "language": "python",
   "name": "conda-env-py3-tf2-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
